DevOps and CI/CD Resources

The Human Bottleneck in DevOps: Automating Knowledge with AIOps and SECI

DevOps pipelines are often automated, yet the operations side remains surprisingly manual. Here’s a framework to reduce toil using AIOps and the SECI model.

February 13, 2026

by Dippu Kumar Singh

· 1,580 Views · 1 Like

Serverless Is Not Cheaper by Default

A clear-eyed breakdown of serverless costs — why they’re hidden, when they make sense, and how to choose between functions and containers before surprises hit your bill.

February 13, 2026

by David Iyanu Jonathan

· 2,192 Views · 1 Like

Shift-Left QA With Octopus Deploy: Orchestrating Katalon Tests in Your Pipeline

Integrate Octopus Deploy with Katalon to automate UI and API testing, gate releases, publish reports, and improve deployment reliability across environments.

February 11, 2026

by Shalini Sudarsan

· 1,487 Views

OCI Images as Kubernetes Volumes: A New Era for Data Management

A new volume type has recently joined the Kubernetes ecosystem: the image volume. This feature promises to change how we manage static data and configurations.

February 10, 2026

by Manuel Morejón

· 1,720 Views

Secure Multi-Tenant GPU-as-a-Service on Kubernetes: Architecture, Isolation, and Reliability at Scale

GPU-as-a-Service makes it easier to share accelerators, but it also raises concerns about isolation and security. This introduces a secure Kubernetes architecture.

February 10, 2026

by Harvendra Singh

· 1,598 Views

Agentic DataOps With Guardrails: MCP and MWAA for Pipeline Incident Response

Treat MWAA failures like incident response. Use MCP for safe, bounded tools and a human-approved, audited, validated DAG trigger.

February 9, 2026

by Anusha Kovi

CORE

· 593 Views · 1 Like

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 1,370 Views · 1 Like

The Real Cost of DevOps Backup Scripts

Backup scripts are one way to protect data, but are they the most secure backup solution? Let’s explore the potential alternatives.

February 6, 2026

by Milosz Jesis

· 594 Views

What Is DevOps Automation? A Beginner-Friendly Guide

DevOps automation automates CI/CD, infrastructure, and operations to reduce manual work, improve reliability, and help teams scale software delivery.

February 5, 2026

by Ankush Madaan

· 505 Views · 1 Like

Principles for Operating Large-Scale Global Production Systems with AI Innovation Across the Stack

AI speeds detection and remediation, protects error budgets, and boosts availability, linking reliability to user satisfaction at scale.

February 5, 2026

by Sayantan Ghosh

· 667 Views

Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)

This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.

February 2, 2026

by Eric D. Schabell

CORE

· 1,076 Views

Cognitive Load-Aware DevOps: Improving SRE Reliability

SRE reliability depends on human cognition as much as infrastructure. Reducing cognitive load is key to resilient systems.

January 29, 2026

by Oreoluwa Omoike

· 2,158 Views

Why Terraform Pipeline Failures Still Take 30 Minutes — and How We Cut Them to 2

AI system cuts Terraform pipeline failure resolution from 30 minutes to two with automated analysis and human-approved fixes.

January 29, 2026

by Shamsher Khan

CORE

· 1,988 Views

AI-Powered DevSecOps: Automating Security with Machine Learning Tools

AI-driven development is outpacing security teams. This piece examines where AI-powered security actually help, where they fail, and how teams can use them responsibly.

January 28, 2026

by Igboanugo David Ugochukwu

CORE

· 2,040 Views · 1 Like

The Rise of Platform Engineering: How Internal Developer Platforms Are Replacing Traditional DevOps

Platform engineering replaces ticket-driven infrastructure with self-service developer platforms — now used by ~90% of organizations, per DORA.

January 27, 2026

by David Iyanu Jonathan

· 3,737 Views

Engineering Habits for Building Resilient Software

This article examines how integrating AI into the software development lifecycle (SDLC) is enabling teams to move from MVPs to large, resilient systems.

January 26, 2026

by Ammar Ekbote

· 1,148 Views · 1 Like

The Anatomy of an AI Agent and How to Build One With Docker Cagent

AI Agents perceive, reason, plan, and act autonomously using LLMs. This article breaks down the core components that power every agent and shows you how to build one.

January 26, 2026

by Siri Varma Vegiraju

CORE

· 2,067 Views · 1 Like

Building Fault-Tolerant Data Pipelines in GCP

This article provides a practical guide to building a fault-tolerant Google Cloud data pipeline architecture with Firestore, Pub/Sub, Dataflow, and BigQuery.

January 26, 2026

by Krishnam Raju Narsepalle

· 1,083 Views

Securing AI/ML Workloads in the Cloud: Integrating DevSecOps with MLOps

ML systems introduce security risks most teams aren’t prepared for. The piece explores emerging ML-specific threats and what effective MLSecOps looks like in practice.

January 23, 2026

by Igboanugo David Ugochukwu

CORE

· 2,464 Views · 1 Like

Docker Runtime Escape: Why Mounting docker.sock Is Worse Than Running Privileged Containers

Tested mounting docker.sock in a container. Five minutes later: full host root access, all secrets stolen, backdoors installed. Here's how.

January 23, 2026

by Shamsher Khan

CORE

· 1,648 Views · 2 Likes

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